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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>序号</th>\n",
       "      <th>学生学院</th>\n",
       "      <th>学号</th>\n",
       "      <th>班级名称</th>\n",
       "      <th>年级</th>\n",
       "      <th>课程号</th>\n",
       "      <th>开课学院</th>\n",
       "      <th>授课工号</th>\n",
       "      <th>教师学院</th>\n",
       "      <th>学期</th>\n",
       "      <th>课程类型</th>\n",
       "      <th>任务</th>\n",
       "      <th>总评得分</th>\n",
       "      <th>你对教师教学的总体评价</th>\n",
       "      <th>教师重视立德树人，语言思想积极向上，价值观导向正确，能友好、平等对待同学</th>\n",
       "      <th>教学准备充分,讲解熟练,阐述准确,不照本宣科</th>\n",
       "      <th>教学课件或板书设计合理、美观</th>\n",
       "      <th>课程有明确、合理的考核评教方法，重视对学习过程的考核</th>\n",
       "      <th>讲解内容理论联系实际，并能反映学科前沿趋势</th>\n",
       "      <th>课程教学内容有一定难度和深度，学业具有挑战性</th>\n",
       "      <th>教师能根据教学内容采用恰当教学方法和有效教学手段，讲解有条理，表述严谨、有深度</th>\n",
       "      <th>教师重视与同学们的沟通，你可以与其自由交流自己的看法</th>\n",
       "      <th>教师能调动同学们的学习积极性，本课程能激发你的学习兴趣</th>\n",
       "      <th>你觉得学习本课程有收获，你的能力比以前提高了</th>\n",
       "      <th>你喜欢教师的教学风格或特点</th>\n",
       "      <th>教师能够为你提供及时、有效的课后辅导和咨询反馈</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>口腔医学院</td>\n",
       "      <td>3653273805</td>\n",
       "      <td>2017口腔医学1班</td>\n",
       "      <td>2017</td>\n",
       "      <td>9238044623</td>\n",
       "      <td>其他部门</td>\n",
       "      <td>1078220645</td>\n",
       "      <td>其他部门</td>\n",
       "      <td>1</td>\n",
       "      <td>理论课</td>\n",
       "      <td>14</td>\n",
       "      <td>98.9</td>\n",
       "      <td>30</td>\n",
       "      <td>3.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>10.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>政治与国际关系学院</td>\n",
       "      <td>3663296144</td>\n",
       "      <td>2018级政治学与行政学班</td>\n",
       "      <td>2018</td>\n",
       "      <td>2465364714</td>\n",
       "      <td>政治与国际关系学院</td>\n",
       "      <td>5816799205</td>\n",
       "      <td>政治与国际关系学院</td>\n",
       "      <td>1</td>\n",
       "      <td>理论课</td>\n",
       "      <td>14</td>\n",
       "      <td>88.0</td>\n",
       "      <td>24</td>\n",
       "      <td>3.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>10.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>2.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>文学院</td>\n",
       "      <td>3653275795</td>\n",
       "      <td>2018汉语言文学</td>\n",
       "      <td>2018</td>\n",
       "      <td>8543034416</td>\n",
       "      <td>文学院</td>\n",
       "      <td>2909844459</td>\n",
       "      <td>文学院</td>\n",
       "      <td>1</td>\n",
       "      <td>理论课</td>\n",
       "      <td>14</td>\n",
       "      <td>99.3</td>\n",
       "      <td>30</td>\n",
       "      <td>3.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>10.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>口腔医学院</td>\n",
       "      <td>3653273615</td>\n",
       "      <td>2017口腔医学2班</td>\n",
       "      <td>2017</td>\n",
       "      <td>9238044623</td>\n",
       "      <td>其他部门</td>\n",
       "      <td>4039561295</td>\n",
       "      <td>其他部门</td>\n",
       "      <td>1</td>\n",
       "      <td>理论课</td>\n",
       "      <td>14</td>\n",
       "      <td>82.5</td>\n",
       "      <td>30</td>\n",
       "      <td>2.1</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4.4</td>\n",
       "      <td>4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4.2</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>3673262844</td>\n",
       "      <td>2019临床医学类6班（第二临床医学院）</td>\n",
       "      <td>2019</td>\n",
       "      <td>7389506465</td>\n",
       "      <td>体育教研部</td>\n",
       "      <td>5345705695</td>\n",
       "      <td>体育教研部</td>\n",
       "      <td>1</td>\n",
       "      <td>理论课</td>\n",
       "      <td>14</td>\n",
       "      <td>77.2</td>\n",
       "      <td>24</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4.4</td>\n",
       "      <td>4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>8.4</td>\n",
       "      <td>4.2</td>\n",
       "      <td>5.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208259</th>\n",
       "      <td>219359</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>3633291024</td>\n",
       "      <td>2016临床医学15班（第二临床医学院）</td>\n",
       "      <td>2016</td>\n",
       "      <td>5149649741</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>9239237667</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>1</td>\n",
       "      <td>理论课</td>\n",
       "      <td>14</td>\n",
       "      <td>88.4</td>\n",
       "      <td>30</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.2</td>\n",
       "      <td>4.4</td>\n",
       "      <td>5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>8.4</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>3.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208260</th>\n",
       "      <td>219360</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>3643266134</td>\n",
       "      <td>2016临床医学农村订单定向10班（第二临床医学院）</td>\n",
       "      <td>2016</td>\n",
       "      <td>5149649741</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>6564213314</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>1</td>\n",
       "      <td>理论课</td>\n",
       "      <td>14</td>\n",
       "      <td>79.3</td>\n",
       "      <td>24</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4.4</td>\n",
       "      <td>4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>8.4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>2.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208261</th>\n",
       "      <td>219361</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>3643266134</td>\n",
       "      <td>2016临床医学农村订单定向10班（第二临床医学院）</td>\n",
       "      <td>2016</td>\n",
       "      <td>5149649741</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>8188432665</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>1</td>\n",
       "      <td>理论课</td>\n",
       "      <td>14</td>\n",
       "      <td>79.3</td>\n",
       "      <td>24</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4.4</td>\n",
       "      <td>4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>8.4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>2.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208262</th>\n",
       "      <td>219362</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>3643266175</td>\n",
       "      <td>2016临床医学农村订单定向10班（第二临床医学院）</td>\n",
       "      <td>2016</td>\n",
       "      <td>9232929687</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>5553499201</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>1</td>\n",
       "      <td>理论课</td>\n",
       "      <td>14</td>\n",
       "      <td>89.1</td>\n",
       "      <td>30</td>\n",
       "      <td>3.5</td>\n",
       "      <td>5.6</td>\n",
       "      <td>3.3</td>\n",
       "      <td>4</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>8.4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>2.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208263</th>\n",
       "      <td>219363</td>\n",
       "      <td>口腔医学院</td>\n",
       "      <td>3663272314</td>\n",
       "      <td>2018口腔医学1班</td>\n",
       "      <td>2018</td>\n",
       "      <td>1088411684</td>\n",
       "      <td>其他部门</td>\n",
       "      <td>2590119962</td>\n",
       "      <td>其他部门</td>\n",
       "      <td>1</td>\n",
       "      <td>理论课</td>\n",
       "      <td>14</td>\n",
       "      <td>82.4</td>\n",
       "      <td>24</td>\n",
       "      <td>3.5</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4.4</td>\n",
       "      <td>5</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>8.4</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4.2</td>\n",
       "      <td>2.8</td>\n",
       "      <td>3.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>208264 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            序号       学生学院          学号                        班级名称    年级  \\\n",
       "0            1      口腔医学院  3653273805                  2017口腔医学1班  2017   \n",
       "1            2  政治与国际关系学院  3663296144               2018级政治学与行政学班  2018   \n",
       "2            4        文学院  3653275795                   2018汉语言文学  2018   \n",
       "3            5      口腔医学院  3653273615                  2017口腔医学2班  2017   \n",
       "4            6    第二临床医学院  3673262844        2019临床医学类6班（第二临床医学院）  2019   \n",
       "...        ...        ...         ...                         ...   ...   \n",
       "208259  219359    第二临床医学院  3633291024        2016临床医学15班（第二临床医学院）  2016   \n",
       "208260  219360    第二临床医学院  3643266134  2016临床医学农村订单定向10班（第二临床医学院）  2016   \n",
       "208261  219361    第二临床医学院  3643266134  2016临床医学农村订单定向10班（第二临床医学院）  2016   \n",
       "208262  219362    第二临床医学院  3643266175  2016临床医学农村订单定向10班（第二临床医学院）  2016   \n",
       "208263  219363      口腔医学院  3663272314                  2018口腔医学1班  2018   \n",
       "\n",
       "               课程号       开课学院        授课工号       教师学院  学期 课程类型  任务  总评得分  \\\n",
       "0       9238044623       其他部门  1078220645       其他部门   1  理论课  14  98.9   \n",
       "1       2465364714  政治与国际关系学院  5816799205  政治与国际关系学院   1  理论课  14  88.0   \n",
       "2       8543034416        文学院  2909844459        文学院   1  理论课  14  99.3   \n",
       "3       9238044623       其他部门  4039561295       其他部门   1  理论课  14  82.5   \n",
       "4       7389506465      体育教研部  5345705695      体育教研部   1  理论课  14  77.2   \n",
       "...            ...        ...         ...        ...  ..  ...  ..   ...   \n",
       "208259  5149649741    第二临床医学院  9239237667    第二临床医学院   1  理论课  14  88.4   \n",
       "208260  5149649741    第二临床医学院  6564213314    第二临床医学院   1  理论课  14  79.3   \n",
       "208261  5149649741    第二临床医学院  8188432665    第二临床医学院   1  理论课  14  79.3   \n",
       "208262  9232929687    第二临床医学院  5553499201    第二临床医学院   1  理论课  14  89.1   \n",
       "208263  1088411684       其他部门  2590119962       其他部门   1  理论课  14  82.4   \n",
       "\n",
       "        你对教师教学的总体评价  教师重视立德树人，语言思想积极向上，价值观导向正确，能友好、平等对待同学  \\\n",
       "0                30                                   3.5   \n",
       "1                24                                   3.5   \n",
       "2                30                                   3.5   \n",
       "3                30                                   2.1   \n",
       "4                24                                   2.8   \n",
       "...             ...                                   ...   \n",
       "208259           30                                   3.5   \n",
       "208260           24                                   2.8   \n",
       "208261           24                                   2.8   \n",
       "208262           30                                   3.5   \n",
       "208263           24                                   3.5   \n",
       "\n",
       "        教学准备充分,讲解熟练,阐述准确,不照本宣科  教学课件或板书设计合理、美观  课程有明确、合理的考核评教方法，重视对学习过程的考核  \\\n",
       "0                          7.0             4.4                           5   \n",
       "1                          7.0             4.4                           5   \n",
       "2                          7.0             5.5                           5   \n",
       "3                          5.6             4.4                           4   \n",
       "4                          5.6             4.4                           4   \n",
       "...                        ...             ...                         ...   \n",
       "208259                     4.2             4.4                           5   \n",
       "208260                     5.6             4.4                           4   \n",
       "208261                     5.6             4.4                           4   \n",
       "208262                     5.6             3.3                           4   \n",
       "208263                     5.6             4.4                           5   \n",
       "\n",
       "        讲解内容理论联系实际，并能反映学科前沿趋势  课程教学内容有一定难度和深度，学业具有挑战性  \\\n",
       "0                         7.0                     3.5   \n",
       "1                         7.0                     2.8   \n",
       "2                         7.0                     3.5   \n",
       "3                         5.6                     2.1   \n",
       "4                         5.6                     2.8   \n",
       "...                       ...                     ...   \n",
       "208259                    7.0                     2.8   \n",
       "208260                    5.6                     2.8   \n",
       "208261                    5.6                     2.8   \n",
       "208262                    7.0                     3.5   \n",
       "208263                    5.6                     2.8   \n",
       "\n",
       "        教师能根据教学内容采用恰当教学方法和有效教学手段，讲解有条理，表述严谨、有深度  教师重视与同学们的沟通，你可以与其自由交流自己的看法  \\\n",
       "0                                          10.5                         7.0   \n",
       "1                                          10.5                         7.0   \n",
       "2                                          10.5                         7.0   \n",
       "3                                           8.4                         5.6   \n",
       "4                                           8.4                         4.2   \n",
       "...                                         ...                         ...   \n",
       "208259                                      8.4                         7.0   \n",
       "208260                                      8.4                         5.6   \n",
       "208261                                      8.4                         5.6   \n",
       "208262                                      8.4                         5.6   \n",
       "208263                                      8.4                         7.0   \n",
       "\n",
       "        教师能调动同学们的学习积极性，本课程能激发你的学习兴趣  你觉得学习本课程有收获，你的能力比以前提高了  你喜欢教师的教学风格或特点  \\\n",
       "0                               7.0                     7.0            3.5   \n",
       "1                               5.6                     5.6            2.8   \n",
       "2                               7.0                     7.0            3.5   \n",
       "3                               4.2                     5.6            2.1   \n",
       "4                               5.6                     5.6            2.1   \n",
       "...                             ...                     ...            ...   \n",
       "208259                          4.2                     5.6            2.8   \n",
       "208260                          5.6                     5.6            2.8   \n",
       "208261                          5.6                     5.6            2.8   \n",
       "208262                          5.6                     7.0            2.8   \n",
       "208263                          5.6                     4.2            2.8   \n",
       "\n",
       "        教师能够为你提供及时、有效的课后辅导和咨询反馈  \n",
       "0                           3.5  \n",
       "1                           2.8  \n",
       "2                           2.8  \n",
       "3                           2.8  \n",
       "4                           2.1  \n",
       "...                         ...  \n",
       "208259                      3.5  \n",
       "208260                      2.1  \n",
       "208261                      2.1  \n",
       "208262                      2.8  \n",
       "208263                      3.5  \n",
       "\n",
       "[208264 rows x 26 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "data = pd.read_csv('teaching_desen.csv', sep='#')\n",
    "df = pd.DataFrame(data)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7cc5cc58-2436-4f20-b3c1-a0ca3ca2bbbc",
   "metadata": {},
   "source": [
    "显示全部列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a711c94a-8297-474a-8556-7a3a6d1fab6e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>序号</th>\n",
       "      <th>学生学院</th>\n",
       "      <th>学号</th>\n",
       "      <th>班级名称</th>\n",
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       "      <th>课程类型</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>口腔医学院</td>\n",
       "      <td>3653273805</td>\n",
       "      <td>2017口腔医学1班</td>\n",
       "      <td>2017</td>\n",
       "      <td>9238044623</td>\n",
       "      <td>其他部门</td>\n",
       "      <td>1078220645</td>\n",
       "      <td>其他部门</td>\n",
       "      <td>1</td>\n",
       "      <td>理论课</td>\n",
       "      <td>14</td>\n",
       "      <td>98.9</td>\n",
       "      <td>30</td>\n",
       "      <td>3.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>10.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>3.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>政治与国际关系学院</td>\n",
       "      <td>3663296144</td>\n",
       "      <td>2018级政治学与行政学班</td>\n",
       "      <td>2018</td>\n",
       "      <td>2465364714</td>\n",
       "      <td>政治与国际关系学院</td>\n",
       "      <td>5816799205</td>\n",
       "      <td>政治与国际关系学院</td>\n",
       "      <td>1</td>\n",
       "      <td>理论课</td>\n",
       "      <td>14</td>\n",
       "      <td>88.0</td>\n",
       "      <td>24</td>\n",
       "      <td>3.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>10.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>2.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>文学院</td>\n",
       "      <td>3653275795</td>\n",
       "      <td>2018汉语言文学</td>\n",
       "      <td>2018</td>\n",
       "      <td>8543034416</td>\n",
       "      <td>文学院</td>\n",
       "      <td>2909844459</td>\n",
       "      <td>文学院</td>\n",
       "      <td>1</td>\n",
       "      <td>理论课</td>\n",
       "      <td>14</td>\n",
       "      <td>99.3</td>\n",
       "      <td>30</td>\n",
       "      <td>3.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>10.5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>口腔医学院</td>\n",
       "      <td>3653273615</td>\n",
       "      <td>2017口腔医学2班</td>\n",
       "      <td>2017</td>\n",
       "      <td>9238044623</td>\n",
       "      <td>其他部门</td>\n",
       "      <td>4039561295</td>\n",
       "      <td>其他部门</td>\n",
       "      <td>1</td>\n",
       "      <td>理论课</td>\n",
       "      <td>14</td>\n",
       "      <td>82.5</td>\n",
       "      <td>30</td>\n",
       "      <td>2.1</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4.4</td>\n",
       "      <td>4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4.2</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>3673262844</td>\n",
       "      <td>2019临床医学类6班（第二临床医学院）</td>\n",
       "      <td>2019</td>\n",
       "      <td>7389506465</td>\n",
       "      <td>体育教研部</td>\n",
       "      <td>5345705695</td>\n",
       "      <td>体育教研部</td>\n",
       "      <td>1</td>\n",
       "      <td>理论课</td>\n",
       "      <td>14</td>\n",
       "      <td>77.2</td>\n",
       "      <td>24</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4.4</td>\n",
       "      <td>4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>8.4</td>\n",
       "      <td>4.2</td>\n",
       "      <td>5.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208259</th>\n",
       "      <td>219359</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>3633291024</td>\n",
       "      <td>2016临床医学15班（第二临床医学院）</td>\n",
       "      <td>2016</td>\n",
       "      <td>5149649741</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>9239237667</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>1</td>\n",
       "      <td>理论课</td>\n",
       "      <td>14</td>\n",
       "      <td>88.4</td>\n",
       "      <td>30</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4.2</td>\n",
       "      <td>4.4</td>\n",
       "      <td>5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>8.4</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>3.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208260</th>\n",
       "      <td>219360</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>3643266134</td>\n",
       "      <td>2016临床医学农村订单定向10班（第二临床医学院）</td>\n",
       "      <td>2016</td>\n",
       "      <td>5149649741</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>6564213314</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>1</td>\n",
       "      <td>理论课</td>\n",
       "      <td>14</td>\n",
       "      <td>79.3</td>\n",
       "      <td>24</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4.4</td>\n",
       "      <td>4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>8.4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>2.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208261</th>\n",
       "      <td>219361</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>3643266134</td>\n",
       "      <td>2016临床医学农村订单定向10班（第二临床医学院）</td>\n",
       "      <td>2016</td>\n",
       "      <td>5149649741</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>8188432665</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>1</td>\n",
       "      <td>理论课</td>\n",
       "      <td>14</td>\n",
       "      <td>79.3</td>\n",
       "      <td>24</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4.4</td>\n",
       "      <td>4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>8.4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>2.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208262</th>\n",
       "      <td>219362</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>3643266175</td>\n",
       "      <td>2016临床医学农村订单定向10班（第二临床医学院）</td>\n",
       "      <td>2016</td>\n",
       "      <td>9232929687</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>5553499201</td>\n",
       "      <td>第二临床医学院</td>\n",
       "      <td>1</td>\n",
       "      <td>理论课</td>\n",
       "      <td>14</td>\n",
       "      <td>89.1</td>\n",
       "      <td>30</td>\n",
       "      <td>3.5</td>\n",
       "      <td>5.6</td>\n",
       "      <td>3.3</td>\n",
       "      <td>4</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>8.4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>2.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208263</th>\n",
       "      <td>219363</td>\n",
       "      <td>口腔医学院</td>\n",
       "      <td>3663272314</td>\n",
       "      <td>2018口腔医学1班</td>\n",
       "      <td>2018</td>\n",
       "      <td>1088411684</td>\n",
       "      <td>其他部门</td>\n",
       "      <td>2590119962</td>\n",
       "      <td>其他部门</td>\n",
       "      <td>1</td>\n",
       "      <td>理论课</td>\n",
       "      <td>14</td>\n",
       "      <td>82.4</td>\n",
       "      <td>24</td>\n",
       "      <td>3.5</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4.4</td>\n",
       "      <td>5</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>8.4</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>4.2</td>\n",
       "      <td>2.8</td>\n",
       "      <td>3.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>208264 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            序号       学生学院          学号                        班级名称    年级  \\\n",
       "0            1      口腔医学院  3653273805                  2017口腔医学1班  2017   \n",
       "1            2  政治与国际关系学院  3663296144               2018级政治学与行政学班  2018   \n",
       "2            4        文学院  3653275795                   2018汉语言文学  2018   \n",
       "3            5      口腔医学院  3653273615                  2017口腔医学2班  2017   \n",
       "4            6    第二临床医学院  3673262844        2019临床医学类6班（第二临床医学院）  2019   \n",
       "...        ...        ...         ...                         ...   ...   \n",
       "208259  219359    第二临床医学院  3633291024        2016临床医学15班（第二临床医学院）  2016   \n",
       "208260  219360    第二临床医学院  3643266134  2016临床医学农村订单定向10班（第二临床医学院）  2016   \n",
       "208261  219361    第二临床医学院  3643266134  2016临床医学农村订单定向10班（第二临床医学院）  2016   \n",
       "208262  219362    第二临床医学院  3643266175  2016临床医学农村订单定向10班（第二临床医学院）  2016   \n",
       "208263  219363      口腔医学院  3663272314                  2018口腔医学1班  2018   \n",
       "\n",
       "               课程号       开课学院        授课工号       教师学院  学期 课程类型  任务  总评得分  \\\n",
       "0       9238044623       其他部门  1078220645       其他部门   1  理论课  14  98.9   \n",
       "1       2465364714  政治与国际关系学院  5816799205  政治与国际关系学院   1  理论课  14  88.0   \n",
       "2       8543034416        文学院  2909844459        文学院   1  理论课  14  99.3   \n",
       "3       9238044623       其他部门  4039561295       其他部门   1  理论课  14  82.5   \n",
       "4       7389506465      体育教研部  5345705695      体育教研部   1  理论课  14  77.2   \n",
       "...            ...        ...         ...        ...  ..  ...  ..   ...   \n",
       "208259  5149649741    第二临床医学院  9239237667    第二临床医学院   1  理论课  14  88.4   \n",
       "208260  5149649741    第二临床医学院  6564213314    第二临床医学院   1  理论课  14  79.3   \n",
       "208261  5149649741    第二临床医学院  8188432665    第二临床医学院   1  理论课  14  79.3   \n",
       "208262  9232929687    第二临床医学院  5553499201    第二临床医学院   1  理论课  14  89.1   \n",
       "208263  1088411684       其他部门  2590119962       其他部门   1  理论课  14  82.4   \n",
       "\n",
       "        你对教师教学的总体评价  教师重视立德树人，语言思想积极向上，价值观导向正确，能友好、平等对待同学  \\\n",
       "0                30                                   3.5   \n",
       "1                24                                   3.5   \n",
       "2                30                                   3.5   \n",
       "3                30                                   2.1   \n",
       "4                24                                   2.8   \n",
       "...             ...                                   ...   \n",
       "208259           30                                   3.5   \n",
       "208260           24                                   2.8   \n",
       "208261           24                                   2.8   \n",
       "208262           30                                   3.5   \n",
       "208263           24                                   3.5   \n",
       "\n",
       "        教学准备充分,讲解熟练,阐述准确,不照本宣科  教学课件或板书设计合理、美观  课程有明确、合理的考核评教方法，重视对学习过程的考核  \\\n",
       "0                          7.0             4.4                           5   \n",
       "1                          7.0             4.4                           5   \n",
       "2                          7.0             5.5                           5   \n",
       "3                          5.6             4.4                           4   \n",
       "4                          5.6             4.4                           4   \n",
       "...                        ...             ...                         ...   \n",
       "208259                     4.2             4.4                           5   \n",
       "208260                     5.6             4.4                           4   \n",
       "208261                     5.6             4.4                           4   \n",
       "208262                     5.6             3.3                           4   \n",
       "208263                     5.6             4.4                           5   \n",
       "\n",
       "        讲解内容理论联系实际，并能反映学科前沿趋势  课程教学内容有一定难度和深度，学业具有挑战性  \\\n",
       "0                         7.0                     3.5   \n",
       "1                         7.0                     2.8   \n",
       "2                         7.0                     3.5   \n",
       "3                         5.6                     2.1   \n",
       "4                         5.6                     2.8   \n",
       "...                       ...                     ...   \n",
       "208259                    7.0                     2.8   \n",
       "208260                    5.6                     2.8   \n",
       "208261                    5.6                     2.8   \n",
       "208262                    7.0                     3.5   \n",
       "208263                    5.6                     2.8   \n",
       "\n",
       "        教师能根据教学内容采用恰当教学方法和有效教学手段，讲解有条理，表述严谨、有深度  教师重视与同学们的沟通，你可以与其自由交流自己的看法  \\\n",
       "0                                          10.5                         7.0   \n",
       "1                                          10.5                         7.0   \n",
       "2                                          10.5                         7.0   \n",
       "3                                           8.4                         5.6   \n",
       "4                                           8.4                         4.2   \n",
       "...                                         ...                         ...   \n",
       "208259                                      8.4                         7.0   \n",
       "208260                                      8.4                         5.6   \n",
       "208261                                      8.4                         5.6   \n",
       "208262                                      8.4                         5.6   \n",
       "208263                                      8.4                         7.0   \n",
       "\n",
       "        教师能调动同学们的学习积极性，本课程能激发你的学习兴趣  你觉得学习本课程有收获，你的能力比以前提高了  你喜欢教师的教学风格或特点  \\\n",
       "0                               7.0                     7.0            3.5   \n",
       "1                               5.6                     5.6            2.8   \n",
       "2                               7.0                     7.0            3.5   \n",
       "3                               4.2                     5.6            2.1   \n",
       "4                               5.6                     5.6            2.1   \n",
       "...                             ...                     ...            ...   \n",
       "208259                          4.2                     5.6            2.8   \n",
       "208260                          5.6                     5.6            2.8   \n",
       "208261                          5.6                     5.6            2.8   \n",
       "208262                          5.6                     7.0            2.8   \n",
       "208263                          5.6                     4.2            2.8   \n",
       "\n",
       "        教师能够为你提供及时、有效的课后辅导和咨询反馈  \n",
       "0                           3.5  \n",
       "1                           2.8  \n",
       "2                           2.8  \n",
       "3                           2.8  \n",
       "4                           2.1  \n",
       "...                         ...  \n",
       "208259                      3.5  \n",
       "208260                      2.1  \n",
       "208261                      2.1  \n",
       "208262                      2.8  \n",
       "208263                      3.5  \n",
       "\n",
       "[208264 rows x 26 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_columns', None)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97326c13-29b2-46a4-8f8b-eacb83f5728a",
   "metadata": {},
   "source": [
    "1.该数据为学生对课程教学的总评得分，评分标准有：你对教师教学的总体评价；教师重视立德树人，语言思想积极向上，价值观导向正确，能友好、平等对待同学；教学准备充分,讲解熟练,阐述准确,不照本宣科；教学课件或板书设计合理、美观；课程有明确、合理的考核评教方法，重视对学习过程的考核；讲解内容理论联系实际，并能反映学科前沿趋势；课程教学内容有一定难度和深度，学业具有挑战性；教师能根据教学内容采用恰当教学方法和有效教学手段，讲解有条理，表述严谨、有深度；教师重视与同学们的沟通，你可以与其自由交流自己的看法；教师能调动同学们的学习积极性，本课程能激发你的学习兴趣；你觉得学习本课程有收获，你的能力比以前提高了；你喜欢教师的教学风格或特点；教师能够为你提供及时、有效的课后辅导和咨询反馈。\n",
    "虽然这提供了一种定量评价老师授课效果的方法，但单凭一个评分可能无法全面反映老师的教学质量，而且学生的评分可能受到多种因素影响。\n",
    "数据能在一定程度上反映老师的授课效果，但其客观性和全面性存在局限。更全面的评价需要多维度的数据。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd1c8548-c441-463f-bce5-6cbe67a81410",
   "metadata": {},
   "source": [
    "2.挖掘数据信息"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d1d5056-e950-4b4c-aa7d-8298fb8c0cd3",
   "metadata": {},
   "source": [
    "分析学生学院与总评得分是否有关："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8ea522af-0f38-4ae9-9983-f60e5830c647",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "学生学院\n",
       "体育教研部          93.123926\n",
       "信息科学与工程学院      91.481373\n",
       "公共卫生学院         92.771818\n",
       "化学化工学院         93.535804\n",
       "历史文化学院         93.608422\n",
       "口腔医学院          93.230064\n",
       "哲学社会学院         89.545496\n",
       "国际文化交流学院       88.450398\n",
       "土木工程与力学学院      92.703800\n",
       "地质科学与矿产资源学院    92.170035\n",
       "基础医学院          93.699681\n",
       "外国语学院          92.518471\n",
       "大气科学学院         93.200099\n",
       "护理学院           91.930501\n",
       "政治与国际关系学院      94.029521\n",
       "数学与统计学院        92.458099\n",
       "文学院            92.628754\n",
       "新闻与传播学院        92.761793\n",
       "核科学与技术学院       92.571108\n",
       "法学院            92.349688\n",
       "物理科学与技术学院      91.795877\n",
       "生命科学学院         93.086613\n",
       "第一临床医学院        92.423105\n",
       "第二临床医学院        93.197196\n",
       "管理学院           93.452532\n",
       "经济学院           91.971076\n",
       "艺术学院           91.784697\n",
       "草地农业科技学院       92.935627\n",
       "药学院            92.853369\n",
       "萃英学院           94.161038\n",
       "资源环境学院         92.225771\n",
       "马克思主义学院        92.482669\n",
       "Name: 总评得分, dtype: float64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped_college = df.groupby('学生学院')['总评得分'].mean()\n",
    "grouped_college"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "7c9374ec-90f7-4c0f-8963-b7ec38de845a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.font_manager import FontProperties\n",
    "\n",
    "df = pd.read_csv('teaching_desen.csv', sep='#')\n",
    "\n",
    "font = FontProperties(fname=r'C:\\\\Windows\\\\Fonts\\\\SimHei.ttf')\n",
    "\n",
    "with plt.rc_context({'font.sans-serif': ['SimHei'], 'axes.unicode_minus': False}):\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    sns.boxplot(x='学生学院', y='总评得分', data=df)\n",
    "    plt.xticks(rotation=90, fontproperties=font)\n",
    "    plt.xlabel(\"学生学院\", fontproperties=font)\n",
    "    plt.ylabel(\"总评得分\", fontproperties=font)\n",
    "    plt.title('学生学院与总评得分关系', fontproperties=font)   \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c1cbc97-464c-4db6-bae2-632f6a340c4f",
   "metadata": {},
   "source": [
    "由图可知，学生学院与总评得分有一定关系，平均数和异常值都各不相同"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "5c572988-583d-4b95-acc3-eda9cd17fdff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "课程类型\n",
       "理论课    92.645142\n",
       "Name: 总评得分, dtype: float64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped_course = df.groupby('课程类型')['总评得分'].mean()\n",
    "grouped_course"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ad2d1bc-2961-4715-bf97-afe6c63be77d",
   "metadata": {},
   "source": [
    "课程类型都为理论课，所以评教结果与课程类型无关"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a2d9a6e8-74d7-48fd-9c5c-13a197866e08",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "年级\n",
       "2015    92.750000\n",
       "2016    93.154740\n",
       "2017    93.348875\n",
       "2018    92.792886\n",
       "2019    91.649640\n",
       "2020    90.596857\n",
       "Name: 总评得分, dtype: float64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped_grade = df.groupby('年级')['总评得分'].mean()\n",
    "grouped_grade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "171b2f1c-48d6-4a44-a3a4-b9554fa37dce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.font_manager import FontProperties\n",
    "\n",
    "df = pd.read_csv('teaching_desen.csv', sep='#')\n",
    "\n",
    "font = FontProperties(fname=r'C:\\\\Windows\\\\Fonts\\\\SimHei.ttf')\n",
    "\n",
    "with plt.rc_context({'font.sans-serif': ['SimHei'], 'axes.unicode_minus': False}):\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    sns.boxplot(x='年级', y='总评得分', data=df)\n",
    "    plt.xticks(rotation=90, fontproperties=font)\n",
    "    plt.xlabel(\"年级\", fontproperties=font)\n",
    "    plt.ylabel(\"总评得分\", fontproperties=font)\n",
    "    plt.title('年级与总评得分关系', fontproperties=font)   \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "7c4654a4-ac42-425b-8009-d5a43fb99021",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "开课学院\n",
       "体育教研部          93.442446\n",
       "信息科学与工程学院      91.030371\n",
       "公共卫生学院         92.185426\n",
       "其他部门           92.435407\n",
       "化学化工学院         92.855075\n",
       "历史文化学院         92.689918\n",
       "口腔医学院          94.058890\n",
       "哲学社会学院         90.155566\n",
       "国际文化交流学院       91.148675\n",
       "图书馆            94.754248\n",
       "土木工程与力学学院      92.869321\n",
       "地质科学与矿产资源学院    91.760536\n",
       "基础医学院          93.364171\n",
       "外国语学院          92.520866\n",
       "大气科学学院         93.239181\n",
       "学生处            91.667475\n",
       "护理学院           91.592687\n",
       "政治与国际关系学院      95.336703\n",
       "数学与统计学院        92.571810\n",
       "文学院            92.134210\n",
       "新闻与传播学院        93.833272\n",
       "核科学与技术学院       92.781541\n",
       "法学院            93.149151\n",
       "物理科学与技术学院      91.646138\n",
       "生命科学学院         93.047025\n",
       "第一临床医学院        94.579802\n",
       "第二临床医学院        92.997962\n",
       "管理学院           93.807958\n",
       "经济学院           91.703393\n",
       "艺术学院           92.924441\n",
       "草地农业科技学院       92.731589\n",
       "药学院            93.084545\n",
       "萃英学院           94.729023\n",
       "资源环境学院         92.232213\n",
       "马克思主义学院        92.370321\n",
       "高等教育研究院        91.495218\n",
       "Name: 总评得分, dtype: float64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped_college = df.groupby('开课学院')['总评得分'].mean()\n",
    "grouped_college"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "f4574186-aa0e-4566-bb3d-27342be5844e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.font_manager import FontProperties\n",
    "\n",
    "df = pd.read_csv('teaching_desen.csv', sep='#')\n",
    "\n",
    "font = FontProperties(fname=r'C:\\\\Windows\\\\Fonts\\\\SimHei.ttf')\n",
    "\n",
    "with plt.rc_context({'font.sans-serif': ['SimHei'], 'axes.unicode_minus': False}):\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    sns.boxplot(x='开课学院', y='总评得分', data=df)\n",
    "    plt.xticks(rotation=90, fontproperties=font)\n",
    "    plt.xlabel(\"开课学院\", fontproperties=font)\n",
    "    plt.ylabel(\"总评得分\", fontproperties=font)\n",
    "    plt.title('开课学院与总评得分关系', fontproperties=font)   \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e51a5f47-6488-4d0f-9f01-114f529a7fbe",
   "metadata": {},
   "source": [
    "不同学院开设课程所得评分亦有差距"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b0281e8-36b7-4981-8b88-bfc89a44575e",
   "metadata": {},
   "source": [
    "3.查找是否有无效数据，对无效数据进行删选："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "49d4632a-c025-4f5e-8752-e51487b46eed",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "序号                                         0\n",
      "学生学院                                       0\n",
      "学号                                         0\n",
      "班级名称                                       0\n",
      "年级                                         0\n",
      "课程号                                        0\n",
      "开课学院                                       0\n",
      "授课工号                                       0\n",
      "教师学院                                       0\n",
      "学期                                         0\n",
      "课程类型                                       0\n",
      "任务                                         0\n",
      "总评得分                                       0\n",
      "你对教师教学的总体评价                                0\n",
      "教师重视立德树人，语言思想积极向上，价值观导向正确，能友好、平等对待同学       0\n",
      "教学准备充分,讲解熟练,阐述准确,不照本宣科                     0\n",
      "教学课件或板书设计合理、美观                             0\n",
      "课程有明确、合理的考核评教方法，重视对学习过程的考核                 0\n",
      "讲解内容理论联系实际，并能反映学科前沿趋势                      0\n",
      "课程教学内容有一定难度和深度，学业具有挑战性                     0\n",
      "教师能根据教学内容采用恰当教学方法和有效教学手段，讲解有条理，表述严谨、有深度    0\n",
      "教师重视与同学们的沟通，你可以与其自由交流自己的看法                 0\n",
      "教师能调动同学们的学习积极性，本课程能激发你的学习兴趣                0\n",
      "你觉得学习本课程有收获，你的能力比以前提高了                     0\n",
      "你喜欢教师的教学风格或特点                              0\n",
      "教师能够为你提供及时、有效的课后辅导和咨询反馈                    0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv('teaching_desen.csv', sep='#')\n",
    "missing_values = df.isnull().sum()\n",
    "print(missing_values)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d61f611-e0cc-49ca-b789-6cc48cda768a",
   "metadata": {},
   "source": [
    "可知，每列无效数个数为0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "87e0b311-37b6-4bb8-acf1-b3e3b9700b6d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Empty DataFrame\n",
      "Columns: [序号, 学生学院, 学号, 班级名称, 年级, 课程号, 开课学院, 授课工号, 教师学院, 学期, 课程类型, 任务, 总评得分, 你对教师教学的总体评价, 教师重视立德树人，语言思想积极向上，价值观导向正确，能友好、平等对待同学, 教学准备充分,讲解熟练,阐述准确,不照本宣科, 教学课件或板书设计合理、美观, 课程有明确、合理的考核评教方法，重视对学习过程的考核, 讲解内容理论联系实际，并能反映学科前沿趋势, 课程教学内容有一定难度和深度，学业具有挑战性, 教师能根据教学内容采用恰当教学方法和有效教学手段，讲解有条理，表述严谨、有深度, 教师重视与同学们的沟通，你可以与其自由交流自己的看法, 教师能调动同学们的学习积极性，本课程能激发你的学习兴趣, 你觉得学习本课程有收获，你的能力比以前提高了, 你喜欢教师的教学风格或特点, 教师能够为你提供及时、有效的课后辅导和咨询反馈]\n",
      "Index: []\n",
      "\n",
      "[0 rows x 26 columns]\n"
     ]
    }
   ],
   "source": [
    "invalid_scores = df[(df['总评得分'] <= 0) |(df['总评得分'] > 100)]\n",
    "print(invalid_scores)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2140740c-752e-4c57-b096-5fd08c3e996a",
   "metadata": {},
   "source": [
    "可知，总评分数都在0-100范围内"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "496651e0-8089-49c6-a439-8fea35f26613",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "duplicates = df.duplicated()\n",
    "duplicates.sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c6385ec-e67f-4a81-879d-1164bba45eb4",
   "metadata": {},
   "source": [
    "无重复值"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7cd87d00-058d-433c-919e-7d21899f67d8",
   "metadata": {},
   "source": [
    "所以该数据集没有无效数据"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ac1a2ce-2016-4c18-abe9-00bb22974e04",
   "metadata": {},
   "source": [
    "4.其他信息和价值："
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2c148cd-d520-4525-b181-7c6017aed63a",
   "metadata": {},
   "source": [
    "通过描述性统计分析了解数据的整体特征："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ef2ac1be-6b0c-4a4a-9214-c1ae4a9e0cfa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>序号</th>\n",
       "      <th>学号</th>\n",
       "      <th>年级</th>\n",
       "      <th>课程号</th>\n",
       "      <th>授课工号</th>\n",
       "      <th>学期</th>\n",
       "      <th>任务</th>\n",
       "      <th>总评得分</th>\n",
       "      <th>你对教师教学的总体评价</th>\n",
       "      <th>教师重视立德树人，语言思想积极向上，价值观导向正确，能友好、平等对待同学</th>\n",
       "      <th>...</th>\n",
       "      <th>教学课件或板书设计合理、美观</th>\n",
       "      <th>课程有明确、合理的考核评教方法，重视对学习过程的考核</th>\n",
       "      <th>讲解内容理论联系实际，并能反映学科前沿趋势</th>\n",
       "      <th>课程教学内容有一定难度和深度，学业具有挑战性</th>\n",
       "      <th>教师能根据教学内容采用恰当教学方法和有效教学手段，讲解有条理，表述严谨、有深度</th>\n",
       "      <th>教师重视与同学们的沟通，你可以与其自由交流自己的看法</th>\n",
       "      <th>教师能调动同学们的学习积极性，本课程能激发你的学习兴趣</th>\n",
       "      <th>你觉得学习本课程有收获，你的能力比以前提高了</th>\n",
       "      <th>你喜欢教师的教学风格或特点</th>\n",
       "      <th>教师能够为你提供及时、有效的课后辅导和咨询反馈</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>208264.000000</td>\n",
       "      <td>2.082640e+05</td>\n",
       "      <td>208264.000000</td>\n",
       "      <td>2.082640e+05</td>\n",
       "      <td>2.082640e+05</td>\n",
       "      <td>208264.0</td>\n",
       "      <td>208264.0</td>\n",
       "      <td>208264.000000</td>\n",
       "      <td>208264.000000</td>\n",
       "      <td>208264.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>208264.000000</td>\n",
       "      <td>208264.000000</td>\n",
       "      <td>208264.000000</td>\n",
       "      <td>208264.000000</td>\n",
       "      <td>208264.00000</td>\n",
       "      <td>208264.000000</td>\n",
       "      <td>208264.000000</td>\n",
       "      <td>208264.000000</td>\n",
       "      <td>208264.000000</td>\n",
       "      <td>208264.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>109614.088167</td>\n",
       "      <td>3.659638e+09</td>\n",
       "      <td>2017.679431</td>\n",
       "      <td>5.384676e+09</td>\n",
       "      <td>5.197796e+09</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>92.645142</td>\n",
       "      <td>28.464939</td>\n",
       "      <td>3.253405</td>\n",
       "      <td>...</td>\n",
       "      <td>4.995354</td>\n",
       "      <td>4.594966</td>\n",
       "      <td>6.465562</td>\n",
       "      <td>3.217764</td>\n",
       "      <td>9.72096</td>\n",
       "      <td>6.424751</td>\n",
       "      <td>6.401526</td>\n",
       "      <td>6.381393</td>\n",
       "      <td>3.162661</td>\n",
       "      <td>3.122046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>63333.186189</td>\n",
       "      <td>1.117943e+07</td>\n",
       "      <td>1.115661</td>\n",
       "      <td>2.795848e+09</td>\n",
       "      <td>2.950181e+09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.101153</td>\n",
       "      <td>3.158396</td>\n",
       "      <td>0.389199</td>\n",
       "      <td>...</td>\n",
       "      <td>0.685669</td>\n",
       "      <td>0.603253</td>\n",
       "      <td>0.832181</td>\n",
       "      <td>0.423985</td>\n",
       "      <td>1.24947</td>\n",
       "      <td>0.867816</td>\n",
       "      <td>0.904885</td>\n",
       "      <td>0.896250</td>\n",
       "      <td>0.478482</td>\n",
       "      <td>0.467781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.623251e+09</td>\n",
       "      <td>2015.000000</td>\n",
       "      <td>2.283881e+07</td>\n",
       "      <td>8.105601e+06</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>20.700000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.100000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>2.10000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>1.400000</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>54825.750000</td>\n",
       "      <td>3.653256e+09</td>\n",
       "      <td>2017.000000</td>\n",
       "      <td>3.009013e+09</td>\n",
       "      <td>2.602560e+09</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>88.700000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>...</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>5.600000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>8.40000</td>\n",
       "      <td>5.600000</td>\n",
       "      <td>5.600000</td>\n",
       "      <td>5.600000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>2.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>109653.500000</td>\n",
       "      <td>3.663259e+09</td>\n",
       "      <td>2018.000000</td>\n",
       "      <td>5.493621e+09</td>\n",
       "      <td>5.179893e+09</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>97.200000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.500000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>10.50000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>3.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>164521.250000</td>\n",
       "      <td>3.673257e+09</td>\n",
       "      <td>2019.000000</td>\n",
       "      <td>7.638141e+09</td>\n",
       "      <td>7.913865e+09</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>98.900000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.500000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>10.50000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>3.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>219363.000000</td>\n",
       "      <td>3.673316e+09</td>\n",
       "      <td>2020.000000</td>\n",
       "      <td>9.992511e+09</td>\n",
       "      <td>9.995703e+09</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>99.300000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>5.500000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>10.50000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>3.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  序号            学号             年级           课程号          授课工号  \\\n",
       "count  208264.000000  2.082640e+05  208264.000000  2.082640e+05  2.082640e+05   \n",
       "mean   109614.088167  3.659638e+09    2017.679431  5.384676e+09  5.197796e+09   \n",
       "std     63333.186189  1.117943e+07       1.115661  2.795848e+09  2.950181e+09   \n",
       "min         1.000000  3.623251e+09    2015.000000  2.283881e+07  8.105601e+06   \n",
       "25%     54825.750000  3.653256e+09    2017.000000  3.009013e+09  2.602560e+09   \n",
       "50%    109653.500000  3.663259e+09    2018.000000  5.493621e+09  5.179893e+09   \n",
       "75%    164521.250000  3.673257e+09    2019.000000  7.638141e+09  7.913865e+09   \n",
       "max    219363.000000  3.673316e+09    2020.000000  9.992511e+09  9.995703e+09   \n",
       "\n",
       "             学期        任务           总评得分    你对教师教学的总体评价  \\\n",
       "count  208264.0  208264.0  208264.000000  208264.000000   \n",
       "mean        1.0      14.0      92.645142      28.464939   \n",
       "std         0.0       0.0       9.101153       3.158396   \n",
       "min         1.0      14.0      20.700000       6.000000   \n",
       "25%         1.0      14.0      88.700000      30.000000   \n",
       "50%         1.0      14.0      97.200000      30.000000   \n",
       "75%         1.0      14.0      98.900000      30.000000   \n",
       "max         1.0      14.0      99.300000      30.000000   \n",
       "\n",
       "       教师重视立德树人，语言思想积极向上，价值观导向正确，能友好、平等对待同学  ...  教学课件或板书设计合理、美观  \\\n",
       "count                         208264.000000  ...   208264.000000   \n",
       "mean                               3.253405  ...        4.995354   \n",
       "std                                0.389199  ...        0.685669   \n",
       "min                                0.700000  ...        1.100000   \n",
       "25%                                2.800000  ...        4.400000   \n",
       "50%                                3.500000  ...        5.500000   \n",
       "75%                                3.500000  ...        5.500000   \n",
       "max                                3.500000  ...        5.500000   \n",
       "\n",
       "       课程有明确、合理的考核评教方法，重视对学习过程的考核  讲解内容理论联系实际，并能反映学科前沿趋势  \\\n",
       "count               208264.000000          208264.000000   \n",
       "mean                     4.594966               6.465562   \n",
       "std                      0.603253               0.832181   \n",
       "min                      1.000000               1.400000   \n",
       "25%                      4.000000               5.600000   \n",
       "50%                      5.000000               7.000000   \n",
       "75%                      5.000000               7.000000   \n",
       "max                      5.000000               7.000000   \n",
       "\n",
       "       课程教学内容有一定难度和深度，学业具有挑战性  教师能根据教学内容采用恰当教学方法和有效教学手段，讲解有条理，表述严谨、有深度  \\\n",
       "count           208264.000000                             208264.00000   \n",
       "mean                 3.217764                                  9.72096   \n",
       "std                  0.423985                                  1.24947   \n",
       "min                  0.700000                                  2.10000   \n",
       "25%                  2.800000                                  8.40000   \n",
       "50%                  3.500000                                 10.50000   \n",
       "75%                  3.500000                                 10.50000   \n",
       "max                  3.500000                                 10.50000   \n",
       "\n",
       "       教师重视与同学们的沟通，你可以与其自由交流自己的看法  教师能调动同学们的学习积极性，本课程能激发你的学习兴趣  \\\n",
       "count               208264.000000                208264.000000   \n",
       "mean                     6.424751                     6.401526   \n",
       "std                      0.867816                     0.904885   \n",
       "min                      1.400000                     1.400000   \n",
       "25%                      5.600000                     5.600000   \n",
       "50%                      7.000000                     7.000000   \n",
       "75%                      7.000000                     7.000000   \n",
       "max                      7.000000                     7.000000   \n",
       "\n",
       "       你觉得学习本课程有收获，你的能力比以前提高了  你喜欢教师的教学风格或特点  教师能够为你提供及时、有效的课后辅导和咨询反馈  \n",
       "count           208264.000000  208264.000000            208264.000000  \n",
       "mean                 6.381393       3.162661                 3.122046  \n",
       "std                  0.896250       0.478482                 0.467781  \n",
       "min                  1.400000       0.700000                 0.700000  \n",
       "25%                  5.600000       2.800000                 2.800000  \n",
       "50%                  7.000000       3.500000                 3.500000  \n",
       "75%                  7.000000       3.500000                 3.500000  \n",
       "max                  7.000000       3.500000                 3.500000  \n",
       "\n",
       "[8 rows x 21 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2059facd-54b6-4b37-9adc-9a09b1b3fc2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from matplotlib.font_manager import FontProperties\n",
    "\n",
    "df = pd.read_csv('teaching_desen.csv', sep='#')\n",
    "\n",
    "target_columns = [\n",
    "    '你对教师教学的总体评价',\n",
    "    '教师重视立德树人，语言思想积极向上，价值观导向正确，能友好、平等对待同学',\n",
    "    '教学准备充分,讲解熟练,阐述准确,不照本宣科',\n",
    "    '教学课件或板书设计合理、美观',\n",
    "    '课程有明确、合理的考核评教方法，重视对学习过程的考核',\n",
    "    '讲解内容理论联系实际，并能反映学科前沿趋势',\n",
    "    '课程教学内容有一定难度和深度，学业具有挑战性',\n",
    "    '教师能根据教学内容采用恰当教学方法和有效教学手段，讲解有条理，表述严谨、有深度',\n",
    "    '教师重视与同学们的沟通，你可以与其自由交流自己的看法',\n",
    "    '教师能调动同学们的学习积极性，本课程能激发你的学习兴趣',\n",
    "    '你觉得学习本课程有收获，你的能力比以前提高了',\n",
    "    '你喜欢教师的教学风格或特点',\n",
    "    '教师能够为你提供及时、有效的课后辅导和咨询反馈'\n",
    "]\n",
    "\n",
    "variances = df[target_columns].var()\n",
    "\n",
    "font = FontProperties(fname=r'C:\\\\Windows\\\\Fonts\\\\SimHei.ttf')\n",
    "\n",
    "with plt.rc_context({'font.sans-serif': ['SimHei'], 'axes.unicode_minus': False}):\n",
    "    plt.figure(figsize=(15, 8))\n",
    "    sns.barplot(x=variances.index, y=variances.values)\n",
    "    plt.xticks(rotation=90)\n",
    "    plt.xlabel('评分项')\n",
    "    plt.ylabel('方差')\n",
    "    plt.title('各评分项的方差')\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12cce451-4c45-4d22-926b-4ec11a64c7fd",
   "metadata": {},
   "source": [
    "其中'你对教师教学的总体评价'的评分离散度最大"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95c63c27-68be-40b5-ae2e-e64b13982ef5",
   "metadata": {},
   "source": [
    "探究学生组成成分："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0aa877f6-6530-494f-99c1-4e86bdb93fdd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from matplotlib.font_manager import FontProperties\n",
    "\n",
    "df = pd.read_csv('teaching_desen.csv', sep='#')\n",
    "student_counts = df.groupby(['学生学院', '年级']).size().unstack(fill_value=0)\n",
    "\n",
    "font = FontProperties(fname=r'C:\\\\Windows\\\\Fonts\\\\SimHei.ttf')\n",
    "\n",
    "with plt.rc_context({'font.sans-serif': ['SimHei'], 'axes.unicode_minus': False}):\n",
    "    student_counts.plot(kind='bar', stacked=True, figsize=(15, 8))\n",
    "    plt.xlabel('学生学院')\n",
    "    plt.ylabel('学生数量')\n",
    "    plt.title('各学院中每个年级学生数量的占比')\n",
    "    plt.legend(title='年级', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
